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Surface Visual Differences\n","By: Jason Zhang\n","\n","This code is for visualizing the differences in surface data. Specifically, this can detect where new buildings may have been built."],"metadata":{"id":"nehvAtYkf7UB"}},{"cell_type":"code","execution_count":1,"metadata":{"id":"f2bWpkU4U9mX","colab":{"base_uri":"https://localhost:8080/"},"executionInfo":{"status":"ok","timestamp":1740364430571,"user_tz":300,"elapsed":23230,"user":{"displayName":"TeamMcPro","userId":"15171345446647417487"}},"outputId":"6a6c27ce-980c-4676-8ca3-acce044ae136"},"outputs":[{"output_type":"stream","name":"stdout","text":["\u001b[2K   \u001b[90m━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━\u001b[0m \u001b[32m1.6/1.6 MB\u001b[0m \u001b[31m11.5 MB/s\u001b[0m eta \u001b[36m0:00:00\u001b[0m\n","\u001b[?25h"]}],"source":["!pip install -q earthengine-api\n","# This installs the Google Earth Engine (GEE) API, which is used for interacting with Earth Engine datasets.\n","\n","!pip install -q geemap\n","# This installs the geemap library, which is a Python package for interactive mapping and analysis with Google Earth Engine."]},{"cell_type":"markdown","source":["The code gets an area of interest, and find RGB bands within Landsat-8 data. The data is then subtracted between two different time frames, and then plotted onto a map. More differences will result in brighter patches. Areas that remained the same will result in darker patches."],"metadata":{"id":"9znSct5RgLAh"}},{"cell_type":"code","source":["import ee\n","import geemap\n","\n","ee.Authenticate()\n","ee.Initialize(project='') # insert your own project name here\n","\n","# Define area of interest (modify as needed)\n","aoi = ee.Geometry.Polygon(\n","    [[\n","              -77.52132417839006,\n","              39.080047009495246\n","            ],\n","            [\n","              -77.52132417839006,\n","              38.915402258008925\n","            ],\n","            [\n","              -77.40972128405171,\n","              38.915402258008925\n","            ],\n","            [\n","              -77.40972128405171,\n","              39.080047009495246\n","            ],\n","            [\n","              -77.52132417839006,\n","              39.080047009495246\n","            ]]\n",")\n","\n","# Load 2014 Landsat 8 Image\n","image_2014 = (\n","    ee.ImageCollection(\"LANDSAT/LC08/C02/T1_TOA\")\n","    .filterBounds(aoi)\n","    .filterDate(\"2014-01-01\", \"2014-12-31\")\n","    .median()\n","    .select([\"B4\", \"B3\", \"B2\"])  # Red, Green, Blue\n",")\n","\n","# Load 2024 Sentinel-2 Image\n","image_2024 = (\n","    ee.ImageCollection(\"LANDSAT/LC08/C02/T1_TOA\")\n","    .filterBounds(aoi)\n","    .filterDate(\"2024-01-01\", \"2024-12-31\")\n","    .median()\n","    .select([\"B4\", \"B3\", \"B2\"])  # Red, Green, Blue\n",")\n","\n","# Compute absolute difference in RGB\n","rgb_diff = image_2024.subtract(image_2014).abs()\n","\n","# Create interactive map\n","Map = geemap.Map(center=[\n","          39.008991783059116,-77.48669346757302], zoom=10)\n","\n","# Add layers to the map\n","Map.addLayer(image_2014, {\"min\": 0, \"max\": 0.3, \"bands\": [\"B4\", \"B3\", \"B2\"]}, \"2014 Image\")\n","Map.addLayer(image_2024, {\"min\": 0, \"max\": 0.3, \"bands\": [\"B4\", \"B3\", \"B2\"]}, \"2024 Image\")\n","Map.addLayer(rgb_diff, {\"min\": 0, \"max\": 0.3, \"bands\": [\"B4\", \"B3\", \"B2\"]}, \"RGB Difference\")\n","\n","# Display map\n","Map"],"metadata":{"id":"snnGr1Bff0oa","colab":{"base_uri":"https://localhost:8080/","height":621,"referenced_widgets":["16601892a90749c388dc4ebe30bae233","b7a9de1c2b5a45e6a1e49a909e1d8cac","6c7c65b7a527458d8af4f6f792181c97","91416f9a77f0439db014107b6d15173f","9b58bf02e81e4e23b47e064805e5e3b0","255f7c60e7954544965c637157df6e44","9308feea026a49a6bec7fd2729c1e447","3665c5aaa73f448cb16a0e5f77093c4b","ecdf89c2a5db47b99baae2cef041efcb","0e1564a6cf6a47a981cdf0f84a467466","63d9e9fd75d44900a8b9a0de773d228e","3721e0662709418cb75a52eed0f48f0c","2027659b645b4a4db50b26bf75af1594","985705adb7f54844b9a844c82636ae36","ebdc0fce27ea457a802629bf68f406f7","25545cc910d14f0ab9d43d3fdcf08b7c","cd4d9f2810de42cfb6368f240543ac29","62d6fc1dea094a4eae7255ddfd79fba2","356223c14ab64b7f84c4ee631fb88f7f","7d9491b7be844d28b8c4e16fca48c995","a110a7f049cf41e4b79d49e87a244c7e","9f45515b48d046f79508a29a1d4da7bd","018fb201010a40dbbeec6509bedef7dc","849caa561fa743cb9a6b234d133520a0","bb5e6bc1cde843fdaa217c847f430d3a","894f518df5104c2a8f9bc1231f5ae707","b6f21f6c837047ce817077db37f959d6","368090850e134e51b12e6e777fdad325","a775db2a78bd458fb42c1e3a4132319e","a4080777062041779fe6eabaf0575182","0408b112e75e47b49af4b751508f875f","016babe8954b4108a57bc8def2bf406c","90121519161f436dae4541f262ec0032","30673a45edef4629bc8ad80a5c647a0e","90cca1b7859b4d97a113c16b5417dacd","2509a4fb0b264a61a08ff090a38fac60","523a3df955a945a6a6fb6de237ab4851","158e4c5322974f0f8106b273eb90e4a9","1ab544b9bc904448a8747b2a7636b62c","e844b4c2b31f45c8b1ed2d9754796942","e7a1e6f8eddc43e5a4bcc7127e4d5ccb","e0412e20e1314faf876054a21a114189","4857deb0db524f47b35dc8c691687266","a23c4f61e5b3481bb518728a27489b4f","7ce3521b6cdf49be82a003d818006d78","76559c43c7cc4ee1b3e0dea0c5e39af1","487a8eeaad8c496d9dc1f7db434c4cd1","998c1d3eb5ea4be2965924f10f54087a","94068138d533491b99b9dc5b88580a13","47e23e960b6647838f7b5829d2aa7ab6","024d3fb91d6749a6a07130a37f5f33c5","954567b1951340d2b23276dfd3ca8596","0866f54585d44d97879be1f0f1b3419d","20294e42a8f34adca0d713140953151c","01069e0f615e4586b604903cf49b3d0a","2cc2eed9ab124ec0941304ae64068710","f3cfe473cdd74b51a5b9afb87f1997eb","f8c7b50c539844d58cfb0b7e71fe43e4","3e8b9e59c6ee486ab37405e9860b533e","b86b822ee9394949afc76f9a3310813e","b1793289c0a54518aa778bea2ff22661","9d90ba0cb32543e39f2f13528d00e555","99a84afb04f84457a5996d7ea7411577","8a022e1b4eb74274ba1812f114ffada0","beb7d9ae863a44d0bd266be741e8fdb0","ad3359b609cd4f44a1aa1c43c7a206e3","eb38cc2bbbeb4628aa039ba09a8b35b4","886d71826f6e4c42a3b73b6579fd72a5","8a297c23c73746ce8a13c420ced81ea7","a7c70c5c22fc4bb39ef3bcd89f22df89","dddb3063bc3a4e24836c56dc918a9e7a","178f2c8454d34cf6ac16ad6997b24391","f92f4269fcea4c50a44f59e6155122fe","8e4ac05cf82e43359f686224b69db33a","74119314875d41b6bc629da3d97358ed","07be17b564c64223af2b7724039fa029","a09eb114a92645a4aaa162c0c3d1832f","1af04fd7935f4f98ad4a2ca3ca137b9e","37216f4e33ad44c4932fff211429eeb5","84a3c6f0481742fbba3ad36bd0d857eb","3bbef9b9994b409990e3889baaeb8e2a","55ace5b7698344b287efaac66a63bc03","58ba785b61074c27b2c54dd2f9cbfb3f","8051b434648b46b382674dccd853ece4","43ccaedaadc74734b6531f5ba1bb50ea","ee8cad3611d3423ea530c3ca1c5e3ef0","130ff6f690ec4180921cef952d7aeb2d","3303669d146c4d9e8aae957b14a52e60","88f978c5b02942fe8597f445c94e7762","0122c66c8c034e71a71ee9c3c2be48ea","996eb03cea6b4345878d260fc84978e0","18cb56543c054c77beaf4384d652fd6a","893bb14d2ba14990a6a0013d98286faa","60b27269559b437997313f95040fbc7b","eb52647bcdd84f63b00c7c5d7ec6a9cc","d783dd0943fd42f7a21566c4895a8947","9c54d18a3e104eaba84cf459ff38f710","bcfeb5b72927411d92b2d371202d4a58","f32029e2ae174344b6ee089b2147641a","fa26e5c7ec274ecebc052a61b3913b2f","cc73f1f0bbf84d17b62bdf975bb881f9","dfa8012984414b738cbb31e7b11bf89d","12d3365bb2094c05a0ac99fe8451f5f2","d1e33527be22444990a491abd60d434b","88ae4ce492cb4afa9fcf253a284f487c"]},"executionInfo":{"status":"ok","timestamp":1740364474158,"user_tz":300,"elapsed":38759,"user":{"displayName":"TeamMcPro","userId":"15171345446647417487"}},"outputId":"35ae9606-5a1f-41ae-c69a-35b7e9b17f35"},"execution_count":2,"outputs":[{"output_type":"display_data","data":{"text/plain":["Map(center=[39.008991783059116, 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